{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rlcf/USP-PPGSI-SIN5006/blob/main/USP_IC_SIN5006_LSTM.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0dda6db3",
      "metadata": {
        "id": "0dda6db3"
      },
      "source": [
        "# 🚀 Pipeline - Modelo LSTM - Projeto USP-IC-SIN5006\n",
        "Este notebook executa o modelo LSTM sobre todas as bases localizadas na pasta `datasets` do Google Drive.\n",
        "Os resultados (previsões, gráficos e métricas) serão salvos automaticamente na pasta `outputs`.\n",
        "---\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d4847f42",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d4847f42",
        "outputId": "94a932b9-a206-4256-9f25-d9e963059c17"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "\n",
        "# 🔧 Instalação de pacotes necessários\n",
        "!pip install tensorflow scikit-learn pandas matplotlib seaborn plotly --quiet\n",
        "\n",
        "# 🔗 Montar Google Drive\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# 🗂️ Definir os caminhos das pastas\n",
        "base_path = '/content/drive/MyDrive/USP-IC-SIN5006/'\n",
        "datasets_path = base_path + 'datasets/'\n",
        "outputs_path = base_path + 'outputs/'\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cde6c89b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "cde6c89b",
        "outputId": "68a26494-a5b6-4223-adf8-207f2e944938"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🗂️ Bases encontradas: ['/content/drive/MyDrive/USP-IC-SIN5006/datasets/cod.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/coa.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/par.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/bar.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/bjc.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/mna.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/eir.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/mnc.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/sgc.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/lab.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/iau.csv', '/content/drive/MyDrive/USP-IC-SIN5006/datasets/tef.csv']\n",
            "📈 Processando dataset: cod\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_cod_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_cod_LSTM.png\n",
            "📈 Processando dataset: coa\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_coa_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_coa_LSTM.png\n",
            "📈 Processando dataset: par\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_par_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_par_LSTM.png\n",
            "📈 Processando dataset: bar\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_bar_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_bar_LSTM.png\n",
            "📈 Processando dataset: bjc\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_bjc_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_bjc_LSTM.png\n",
            "📈 Processando dataset: mna\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_mna_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_mna_LSTM.png\n",
            "📈 Processando dataset: eir\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_eir_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_eir_LSTM.png\n",
            "📈 Processando dataset: mnc\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_mnc_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_mnc_LSTM.png\n",
            "📈 Processando dataset: sgc\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_sgc_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_sgc_LSTM.png\n",
            "📈 Processando dataset: lab\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_lab_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_lab_LSTM.png\n",
            "📈 Processando dataset: iau\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_iau_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_iau_LSTM.png\n",
            "📈 Processando dataset: tef\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/keras/src/layers/rnn/rnn.py:200: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m116/116\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Resultado salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/resultado_tef_LSTM.csv\n",
            "🖼️ Gráfico salvo: /content/drive/MyDrive/USP-IC-SIN5006/outputs/plot_tef_LSTM.png\n",
            "           MAE        RMSE        R2 Dataset Model\n",
            "0     1.275850    1.469710 -0.703911     cod  LSTM\n",
            "1     1.419215    1.620036 -1.212635     coa  LSTM\n",
            "2     1.536127    1.730477 -1.224196     par  LSTM\n",
            "3   736.298283  858.618354  0.357609     bar  LSTM\n",
            "4     1.111093    1.317293 -0.426621     bjc  LSTM\n",
            "5     1.425429    1.636119 -0.862265     mna  LSTM\n",
            "6     1.162214    1.359498 -0.540827     eir  LSTM\n",
            "7     1.428343    1.614843 -1.259422     mnc  LSTM\n",
            "8     1.235576    1.446840 -0.616599     sgc  LSTM\n",
            "9     1.393610    1.577823 -1.162355     lab  LSTM\n",
            "10    1.212414    1.436633 -0.576474     iau  LSTM\n",
            "11    1.291614    1.486737 -0.760157     tef  LSTM\n",
            "📄 Resultados consolidados salvos em 'Resultados_Consolidados_LSTM.csv'\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout, LSTM, GRU\n",
        "import os\n",
        "import glob\n",
        "\n",
        "datasets = glob.glob(datasets_path + '*.csv')\n",
        "print(f'🗂️ Bases encontradas: {datasets}')\n",
        "\n",
        "def create_sequences(data, look_back=30):\n",
        "    X, y = [], []\n",
        "    for i in range(len(data) - look_back):\n",
        "        X.append(data[i:(i + look_back)])\n",
        "        y.append(data[i + look_back])\n",
        "    return np.array(X), np.array(y)\n",
        "\n",
        "def build_model(input_shape):\n",
        "    model = Sequential()\n",
        "    if 'LSTM' == 'LSTM':\n",
        "        model.add(LSTM(50, activation='tanh', input_shape=input_shape))\n",
        "    elif 'LSTM' == 'GRU':\n",
        "        model.add(GRU(50, activation='tanh', input_shape=input_shape))\n",
        "    elif 'LSTM' == 'MLP':\n",
        "        model.add(Dense(64, activation='relu', input_shape=(input_shape[0],)))\n",
        "        model.add(Dense(32, activation='relu'))\n",
        "    model.add(Dense(1))\n",
        "    model.compile(optimizer='adam', loss='mse')\n",
        "    return model\n",
        "\n",
        "def evaluate_model(y_true, y_pred):\n",
        "    mae = mean_absolute_error(y_true, y_pred)\n",
        "    rmse = mean_squared_error(y_true, y_pred) ** 0.5\n",
        "    r2 = r2_score(y_true, y_pred)\n",
        "    return {'MAE': mae, 'RMSE': rmse, 'R2': r2}\n",
        "\n",
        "results = []\n",
        "look_back = 30\n",
        "\n",
        "for dataset_path in datasets:\n",
        "    dataset_name = os.path.basename(dataset_path).replace('.csv','')\n",
        "    print(f\"📈 Processando dataset: {dataset_name}\")\n",
        "\n",
        "    df = pd.read_csv(dataset_path)\n",
        "    # Select only numerical columns for scaling\n",
        "    values = df.select_dtypes(include=np.number).values\n",
        "\n",
        "    scaler = MinMaxScaler(feature_range=(0, 1))\n",
        "    scaled = scaler.fit_transform(values)\n",
        "\n",
        "    X, y = create_sequences(scaled, look_back)\n",
        "\n",
        "    X_model = X.reshape((X.shape[0], X.shape[1], X.shape[2])) if 'LSTM' in ['LSTM', 'GRU'] else X.reshape((X.shape[0], X.shape[1]))\n",
        "\n",
        "    input_shape = (X.shape[1], X.shape[2]) if 'LSTM' in ['LSTM', 'GRU'] else (X.shape[1],)\n",
        "    model = build_model(input_shape)\n",
        "\n",
        "    history = model.fit(\n",
        "        X_model,\n",
        "        y,\n",
        "        epochs=50,\n",
        "        batch_size=16,\n",
        "        verbose=0\n",
        "    )\n",
        "\n",
        "    y_pred = model.predict(X_model)\n",
        "\n",
        "    # Reshape y_pred to have the same number of features as scaled data\n",
        "    y_pred_reshaped = np.repeat(y_pred, scaled.shape[1], axis=-1)\n",
        "\n",
        "    y_true_inv = scaler.inverse_transform(y)\n",
        "    y_pred_inv = scaler.inverse_transform(y_pred_reshaped)\n",
        "\n",
        "    metrics = evaluate_model(y_true_inv[:, 0], y_pred_inv[:, 0]) # Evaluate using only the first column\n",
        "    metrics['Dataset'] = dataset_name\n",
        "    metrics['Model'] = 'LSTM'\n",
        "    results.append(metrics)\n",
        "\n",
        "    plt.figure(figsize=(10,5))\n",
        "    plt.plot(y_true_inv[:, 0], label='Real') # Plot the first column of y_true_inv\n",
        "    plt.plot(y_pred_inv[:, 0], label='Previsto') # Plot the first column of y_pred_inv\n",
        "    plt.title(f'Previsão - {dataset_name} - LSTM')\n",
        "    plt.legend()\n",
        "    plot_file = outputs_path + f'plot_{dataset_name}_LSTM.png'\n",
        "    plt.savefig(plot_file)\n",
        "    plt.show()\n",
        "\n",
        "    df_out = pd.DataFrame({\n",
        "        'Real': y_true_inv[:, 0].flatten(), # Select and flatten the first column of y_true_inv\n",
        "        'Previsto': y_pred_inv[:, 0].flatten() # Select and flatten the first column of y_pred_inv\n",
        "    })\n",
        "    output_name = outputs_path + f'resultado_{dataset_name}_LSTM.csv'\n",
        "    df_out.to_csv(output_name, index=False)\n",
        "    print(f\"✅ Resultado salvo: {output_name}\")\n",
        "    print(f\"🖼️ Gráfico salvo: {plot_file}\")\n",
        "\n",
        "df_results = pd.DataFrame(results)\n",
        "print(df_results)\n",
        "df_results.to_csv(outputs_path + 'Resultados_Consolidados_LSTM.csv', index=False)\n",
        "print(\"📄 Resultados consolidados salvos em 'Resultados_Consolidados_LSTM.csv'\")"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "language_info": {
      "name": "python"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}